{"id":"W6959674903","doi":"10.11575/prism/46812","title":"Riding the Waves of Flux: Newcomer Narratives on Their Lived Experiences Inside and Out of the Language Instruction for Newcomers to Canada (LINC) Program","year":2024,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Focus group; Perception; Lived experience; Variety (cybernetics); Flexibility (engineering); Set (abstract data type); Qualitative research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002845135,0.000334883,0.0004760014,0.0001505915,0.0001016748,0.0001370996,0.0007844667,0.0001116827,0.0005875224],"category_scores_gemma":[0.0001023358,0.0001735841,0.00008921133,0.0003147882,0.0003261192,0.00005874368,0.0003325298,0.0001812759,0.00002394653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009432502,"about_ca_system_score_gemma":0.0004529943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1343439,"about_ca_topic_score_gemma":0.6521248,"domain_scores_codex":[0.9984999,0.0001481557,0.0003316952,0.0004598991,0.0003202498,0.0002401262],"domain_scores_gemma":[0.9988409,0.0001055107,0.0004309214,0.0005065349,0.00004757514,0.00006854895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002620682,0.00009591345,0.00008522677,0.0001998751,0.0006630244,0.000004179334,0.7061709,0.00001414607,0.009918129,0.00003379061,0.1002887,0.1822641],"study_design_scores_gemma":[0.0003597097,0.000191674,0.00008078165,0.0009508018,0.00005845426,0.00000299309,0.4550161,0.0000202687,0.02679299,0.00001877493,0.5162556,0.0002519114],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8752736,0.0007327159,0.000001054269,0.000288068,0.0009047443,0.004446311,0.0005113292,0.000008463644,0.1178337],"genre_scores_gemma":[0.7371138,0.000009262229,0.003390814,0.00007863909,0.0002818325,0.0008548039,0.00004956604,0.0006401228,0.2575812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5177809,"threshold_uncertainty_score":0.8714206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552884226027898,"score_gpt":0.3422448871087547,"score_spread":0.2867160448484757,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}